Profiling base bolsa familia

Dataset statistics

Number of variables	31
Number of observations	4807996
Missing cells	13887314
Missing cells (%)	9.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.1 GiB
Average record size in memory	248.0 B

Variable types

CAT	15
NUM	15
BOOL	1

Warnings

`dat_cadastramento_fam` has a high cardinality: 4960 distinct values	High cardinality
`dat_alteracao_fam` has a high cardinality: 1364 distinct values	High cardinality
`dat_atualizacao_familia` has a high cardinality: 1376 distinct values	High cardinality
`nom_estab_assist_saude_fam` has a high cardinality: 25584 distinct values	High cardinality
`nom_centro_assist_fam` has a high cardinality: 3699 distinct values	High cardinality
`cod_centro_assist_fam` is highly correlated with `cd_ibge`	High correlation
`cd_ibge` is highly correlated with `cod_centro_assist_fam`	High correlation
`qtd_comodos_domic_fam` has 224026 (4.7%) missing values	Missing
`qtd_comodos_dormitorio_fam` has 222998 (4.6%) missing values	Missing
`cod_material_piso_fam` has 222349 (4.6%) missing values	Missing
`cod_material_domic_fam` has 222349 (4.6%) missing values	Missing
`cod_agua_canalizada_fam` has 222349 (4.6%) missing values	Missing
`cod_abaste_agua_domic_fam` has 222349 (4.6%) missing values	Missing
`cod_banheiro_domic_fam` has 222349 (4.6%) missing values	Missing
`cod_escoa_sanitario_domic_fam` has 494595 (10.3%) missing values	Missing
`cod_destino_lixo_domic_fam` has 222349 (4.6%) missing values	Missing
`cod_iluminacao_domic_fam` has 222349 (4.6%) missing values	Missing
`cod_calcamento_domic_fam` has 222350 (4.6%) missing values	Missing
`nom_estab_assist_saude_fam` has 2441370 (50.8%) missing values	Missing
`cod_eas_fam` has 2441370 (50.8%) missing values	Missing
`nom_centro_assist_fam` has 3031030 (63.0%) missing values	Missing
`cod_centro_assist_fam` has 3031030 (63.0%) missing values	Missing
`ind_parc_mds_fam` has 155334 (3.2%) missing values	Missing
`id_familia` has unique values	Unique
`vlr_renda_media_fam` has 494189 (10.3%) zeros	Zeros
`ind_parc_mds_fam` has 4244511 (88.3%) zeros	Zeros

Reproduction

Analysis started	2020-09-11 19:22:31.342201
Analysis finished	2020-09-11 19:37:08.374775
Duration	14 minutes and 37.03 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

cd_ibge
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	5534
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2993741.547
Minimum	1100015
Maximum	5300108
Zeros	0
Zeros (%)	0.0%
Memory size	36.7 MiB

Quantile statistics

Minimum	1100015
5-th percentile	1501303
Q1	2311875.25
median	2927002
Q3	3526209
95-th percentile	5101803
Maximum	5300108
Range	4200093
Interquartile range (IQR)	1214333.75

Descriptive statistics

Standard deviation	937280.9281
Coefficient of variation (CV)	0.3130801085
Kurtosis	0.1068486716
Mean	2993741.547
Median Absolute Deviation (MAD)	604801
Skewness	0.393206125
Sum	1.439389738e+13
Variance	8.784955382e+11
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3550308	233230	4.9%
3304557	98360	2.0%
2304400	73396	1.5%
2927408	60027	1.2%
1302603	45467	0.9%
1501402	40950	0.9%
2611606	38405	0.8%
2111300	35663	0.7%
3106200	29279	0.6%
5300108	28538	0.6%
Other values (5524)	4124681	85.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1100015	361	< 0.1%
1100023	2753	0.1%
1100031	55	< 0.1%
1100049	2259	< 0.1%
1100056	271	< 0.1%

Value	Count	Frequency (%)
5300108	28538	0.6%
5222302	153	< 0.1%
5222203	50	< 0.1%
5222054	169	< 0.1%
5222005	175	< 0.1%

estrato
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	36.7 MiB

2	4085981
1	722015

Frequencies
Length

Value	Count	Frequency (%)
2	4085981	85.0%
1	722015	15.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

classf
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	36.7 MiB

3	2856584
2	1023594
1	927818

Frequencies
Length

Value	Count	Frequency (%)
3	2856584	59.4%
2	1023594	21.3%
1	927818	19.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	1
Median length	1
Mean length	1
Min length	1

id_familia
Real number (ℝ_≥0)

UNIQUE

Distinct	4807996
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2709538.437
Minimum	1
Maximum	5290701
Zeros	0
Zeros (%)	0.0%
Memory size	36.7 MiB

Quantile statistics

Minimum	1
5-th percentile	284955.75
Q1	1393348.75
median	2739219.5
Q3	4049591.25
95-th percentile	5044434.25
Maximum	5290701
Range	5290700
Interquartile range (IQR)	2656242.5

Descriptive statistics

Standard deviation	1530538.528
Coefficient of variation (CV)	0.5648705724
Kurtosis	-1.204976871
Mean	2709538.437
Median Absolute Deviation (MAD)	1327558
Skewness	-0.04921304009
Sum	1.302744997e+13
Variance	2.342548186e+12
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1610979	1	< 0.1%
1942054	1	< 0.1%
1942022	1	< 0.1%
1942024	1	< 0.1%
1942026	1	< 0.1%
1942028	1	< 0.1%
1942030	1	< 0.1%
1942032	1	< 0.1%
1942035	1	< 0.1%
1942037	1	< 0.1%
Other values (4807986)	4807986	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%

Value	Count	Frequency (%)
5290701	1	< 0.1%
5290700	1	< 0.1%
5290699	1	< 0.1%
5290698	1	< 0.1%
5290697	1	< 0.1%

dat_cadastramento_fam
Categorical

HIGH CARDINALITY

Distinct	4960
Distinct (%)	0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	36.7 MiB

2003-03-13	144547
2002-08-18	9396
2003-08-04	8886
2002-05-22	8314
2002-07-20	8105
Other values (4955)	4628747

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2003-03-13	144547	3.0%
2002-08-18	9396	0.2%
2003-08-04	8886	0.2%
2002-05-22	8314	0.2%
2002-07-20	8105	0.2%
2006-04-08	7738	0.2%
2006-04-01	7421	0.2%
2006-08-19	7285	0.2%
2002-09-07	7157	0.1%
2002-07-05	6831	0.1%
Other values (4950)	4592315	95.5%

Frequencies of value counts

Unique

Unique	524 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	10
Median length	10
Mean length	9.999998544
Min length	3

dat_alteracao_fam
Categorical

HIGH CARDINALITY

Distinct	1364
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	36.7 MiB

2018-10-01	1654010
2018-09-30	1433585
2018-10-02	218865
2018-09-25	21591
2018-09-27	19269
Other values (1359)	1460676

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2018-10-01	1654010	34.4%
2018-09-30	1433585	29.8%
2018-10-02	218865	4.6%
2018-09-25	21591	0.4%
2018-09-27	19269	0.4%
2018-11-13	16625	0.3%
2018-11-27	16263	0.3%
2018-11-28	16141	0.3%
2018-12-11	16012	0.3%
2018-12-04	15902	0.3%
Other values (1354)	1379733	28.7%

Frequencies of value counts

Unique

Unique	62 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	10
Median length	10
Mean length	10
Min length	10

vlr_renda_media_fam
Real number (ℝ_≥0)

ZEROS

Distinct	2806
Distinct (%)	0.1%
Missing	138
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	279.7731331
Minimum	0
Maximum	2862
Zeros	494189
Zeros (%)	10.3%
Memory size	36.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	33
median	100
Q3	440
95-th percentile	954
Maximum	2862
Range	2862
Interquartile range (IQR)	407

Descriptive statistics

Standard deviation	350.8036979
Coefficient of variation (CV)	1.253886297
Kurtosis	3.140338859
Mean	279.7731331
Median Absolute Deviation (MAD)	100
Skewness	1.685596758
Sum	1345109496
Variance	123063.2345
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	494189	10.3%
954	212385	4.4%
50	207430	4.3%
937	200318	4.2%
100	126628	2.6%
75	112083	2.3%
477	103440	2.2%
66	91883	1.9%
25	82715	1.7%
33	78055	1.6%
Other values (2796)	3098732	64.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	494189	10.3%
1	12608	0.3%
2	21656	0.5%
3	15449	0.3%
4	23636	0.5%

Value	Count	Frequency (%)
2862	61	< 0.1%
2861	2	< 0.1%
2860	5	< 0.1%
2859	4	< 0.1%
2858	1	< 0.1%

dat_atualizacao_familia
Categorical

HIGH CARDINALITY

Distinct	1376
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	36.7 MiB

2018-09-13	17127
2018-09-11	16350
2018-09-12	16257
2018-11-13	15519
2018-09-04	15451
Other values (1371)	4727292

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
2018-09-13	17127	0.4%
2018-09-11	16350	0.3%
2018-09-12	16257	0.3%
2018-11-13	15519	0.3%
2018-09-04	15451	0.3%
2018-11-28	14942	0.3%
2018-09-10	14898	0.3%
2018-08-07	14884	0.3%
2018-11-12	14855	0.3%
2018-11-21	14852	0.3%
Other values (1366)	4652861	96.8%

Frequencies of value counts

Unique

Unique	32 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	10
Median length	10
Mean length	10
Min length	10

cod_local_domic_fam
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	20727
Missing (%)	0.4%
Memory size	36.7 MiB

1	3852815
2	934454

Frequencies
Length

Value	Count	Frequency (%)
1	3852815	80.1%
2	934454	19.4%
(Missing)	20727	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

cod_especie_domic_fam
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	20730
Missing (%)	0.4%
Memory size	36.7 MiB

1	4585649
2	161167
3	40450

Frequencies
Length

Value	Count	Frequency (%)
1	4585649	95.4%
2	161167	3.4%
3	40450	0.8%
(Missing)	20730	0.4%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

qtd_comodos_domic_fam
Real number (ℝ_≥0)

MISSING

Distinct	21
Distinct (%)	< 0.1%
Missing	224026
Missing (%)	4.7%
Infinite	0
Infinite (%)	0.0%

Mean	4.418609851
Minimum	0
Maximum	20
Zeros	184
Zeros (%)	< 0.1%
Memory size	36.7 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	4
median	5
Q3	5
95-th percentile	7
Maximum	20
Range	20
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.380896982
Coefficient of variation (CV)	0.3125184229
Kurtosis	1.64972056
Mean	4.418609851
Median Absolute Deviation (MAD)	1
Skewness	0.2039207811
Sum	20254775
Variance	1.906876475
Monotocity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
5	1618757	33.7%
4	1114384	23.2%
3	700405	14.6%
6	525483	10.9%
2	310040	6.4%
7	150272	3.1%
1	83307	1.7%
8	54874	1.1%
9	15828	0.3%
10	6554	0.1%
Other values (11)	4066	0.1%
(Missing)	224026	4.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	184	< 0.1%
1	83307	1.7%
2	310040	6.4%
3	700405	14.6%
4	1114384	23.2%

Value	Count	Frequency (%)
20	69	< 0.1%
19	20	< 0.1%
18	34	< 0.1%
17	27	< 0.1%
16	55	< 0.1%

qtd_comodos_dormitorio_fam
Real number (ℝ_≥0)

MISSING

Distinct	20
Distinct (%)	< 0.1%
Missing	222998
Missing (%)	4.6%
Infinite	0
Infinite (%)	0.0%

Mean	1.775068386
Minimum	0
Maximum	20
Zeros	1999
Zeros (%)	< 0.1%
Memory size	36.7 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	1
median	2
Q3	2
95-th percentile	3
Maximum	20
Range	20
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.7538018879
Coefficient of variation (CV)	0.4246607589
Kurtosis	17.08510656
Mean	1.775068386
Median Absolute Deviation (MAD)	1
Skewness	1.569846723
Sum	8138685
Variance	0.5682172861
Monotocity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
2	2175147	45.2%
1	1766770	36.7%
3	566551	11.8%
4	60978	1.3%
5	9646	0.2%
6	2382	< 0.1%
0	1999	< 0.1%
7	553	< 0.1%
8	240	< 0.1%
12	162	< 0.1%
Other values (10)	570	< 0.1%
(Missing)	222998	4.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1999	< 0.1%
1	1766770	36.7%
2	2175147	45.2%
3	566551	11.8%
4	60978	1.3%

Value	Count	Frequency (%)
20	157	< 0.1%
18	3	< 0.1%
17	5	< 0.1%
16	1	< 0.1%
15	47	< 0.1%

cod_material_piso_fam
Real number (ℝ_≥0)

MISSING

Distinct	7
Distinct (%)	< 0.1%
Missing	222349
Missing (%)	4.6%
Infinite	0
Infinite (%)	0.0%

Mean	3.586297637
Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Memory size	36.7 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	5
Q3	5
95-th percentile	5
Maximum	7
Range	6
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.537008739
Coefficient of variation (CV)	0.4285781312
Kurtosis	-1.715803855
Mean	3.586297637
Median Absolute Deviation (MAD)	0
Skewness	-0.1741459638
Sum	16445495
Variance	2.362395864
Monotocity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
5	2302685	47.9%
2	1829595	38.1%
1	185782	3.9%
4	167288	3.5%
3	70236	1.5%
7	26872	0.6%
6	3189	0.1%
(Missing)	222349	4.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	185782	3.9%
2	1829595	38.1%
3	70236	1.5%
4	167288	3.5%
5	2302685	47.9%

Value	Count	Frequency (%)
7	26872	0.6%
6	3189	0.1%
5	2302685	47.9%
4	167288	3.5%
3	70236	1.5%

cod_material_domic_fam
Real number (ℝ_≥0)

MISSING

Distinct	8
Distinct (%)	< 0.1%
Missing	222349
Missing (%)	4.6%
Infinite	0
Infinite (%)	0.0%

Mean	1.540680955
Minimum	1
Maximum	8
Zeros	0
Zeros (%)	0.0%
Memory size	36.7 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	2
95-th percentile	4
Maximum	8
Range	7
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.233464673
Coefficient of variation (CV)	0.8005970794
Kurtosis	11.39308843
Mean	1.540680955
Median Absolute Deviation (MAD)	0
Skewness	3.219770058
Sum	7065019
Variance	1.5214351
Monotocity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	3365529	70.0%
2	690555	14.4%
3	274208	5.7%
6	76891	1.6%
5	62766	1.3%
8	60505	1.3%
4	49937	1.0%
7	5256	0.1%
(Missing)	222349	4.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	3365529	70.0%
2	690555	14.4%
3	274208	5.7%
4	49937	1.0%
5	62766	1.3%

Value	Count	Frequency (%)
8	60505	1.3%
7	5256	0.1%
6	76891	1.6%
5	62766	1.3%
4	49937	1.0%

cod_agua_canalizada_fam
Categorical

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	222349
Missing (%)	4.6%
Memory size	36.7 MiB

1	4023381
2	562266

Frequencies
Length

Value	Count	Frequency (%)
1	4023381	83.7%
2	562266	11.7%
(Missing)	222349	4.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

cod_abaste_agua_domic_fam
Categorical

MISSING

Distinct	4
Distinct (%)	< 0.1%
Missing	222349
Missing (%)	4.6%
Memory size	36.7 MiB

1	3537937
2	693380
4	211057
3	143273

Frequencies
Length

Value	Count	Frequency (%)
1	3537937	73.6%
2	693380	14.4%
4	211057	4.4%
3	143273	3.0%
(Missing)	222349	4.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

cod_banheiro_domic_fam
Categorical

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	222349
Missing (%)	4.6%
Memory size	36.7 MiB

1	4313401
2	272246

Frequencies
Length

Value	Count	Frequency (%)
1	4313401	89.7%
2	272246	5.7%
(Missing)	222349	4.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

cod_escoa_sanitario_domic_fam
Real number (ℝ_≥0)

MISSING

Distinct	6
Distinct (%)	< 0.1%
Missing	494595
Missing (%)	10.3%
Infinite	0
Infinite (%)	0.0%

Mean	1.864986585
Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Memory size	36.7 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	3
95-th percentile	3
Maximum	6
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.04023785
Coefficient of variation (CV)	0.5577722962
Kurtosis	0.6721160173
Mean	1.864986585
Median Absolute Deviation (MAD)	0
Skewness	0.9832491488
Sum	8044435
Variance	1.082094784
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	2257758	47.0%
3	1244054	25.9%
2	648989	13.5%
4	88082	1.8%
5	42899	0.9%
6	31619	0.7%
(Missing)	494595	10.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	2257758	47.0%
2	648989	13.5%
3	1244054	25.9%
4	88082	1.8%
5	42899	0.9%

Value	Count	Frequency (%)
6	31619	0.7%
5	42899	0.9%
4	88082	1.8%
3	1244054	25.9%
2	648989	13.5%

cod_destino_lixo_domic_fam
Real number (ℝ_≥0)

MISSING

Distinct	6
Distinct (%)	< 0.1%
Missing	222349
Missing (%)	4.6%
Infinite	0
Infinite (%)	0.0%

Mean	1.409208123
Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Memory size	36.7 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	3
Maximum	6
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.8344851491
Coefficient of variation (CV)	0.5921660085
Kurtosis	3.966479432
Mean	1.409208123
Median Absolute Deviation (MAD)	0
Skewness	2.023718151
Sum	6462131
Variance	0.6963654641
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	3575970	74.4%
3	665277	13.8%
2	262543	5.5%
4	62082	1.3%
6	18041	0.4%
5	1734	< 0.1%
(Missing)	222349	4.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	3575970	74.4%
2	262543	5.5%
3	665277	13.8%
4	62082	1.3%
5	1734	< 0.1%

Value	Count	Frequency (%)
6	18041	0.4%
5	1734	< 0.1%
4	62082	1.3%
3	665277	13.8%
2	262543	5.5%

cod_iluminacao_domic_fam
Real number (ℝ_≥0)

MISSING

Distinct	6
Distinct (%)	< 0.1%
Missing	222349
Missing (%)	4.6%
Infinite	0
Infinite (%)	0.0%

Mean	1.317827343
Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Memory size	36.7 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	1
Q3	1
95-th percentile	3
Maximum	6
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.9058275392
Coefficient of variation (CV)	0.6873643534
Kurtosis	13.16471092
Mean	1.317827343
Median Absolute Deviation (MAD)	0
Skewness	3.515250495
Sum	6043091
Variance	0.8205235307
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
1	3888367	80.9%
2	279385	5.8%
3	271003	5.6%
6	86391	1.8%
4	37906	0.8%
5	22595	0.5%
(Missing)	222349	4.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	3888367	80.9%
2	279385	5.8%
3	271003	5.6%
4	37906	0.8%
5	22595	0.5%

Value	Count	Frequency (%)
6	86391	1.8%
5	22595	0.5%
4	37906	0.8%
3	271003	5.6%
2	279385	5.8%

cod_calcamento_domic_fam
Categorical

MISSING

Distinct	3
Distinct (%)	< 0.1%
Missing	222350
Missing (%)	4.6%
Memory size	36.7 MiB

1	2720352
3	1579965
2	285329

Frequencies
Length

Value	Count	Frequency (%)
1	2720352	56.6%
3	1579965	32.9%
2	285329	5.9%
(Missing)	222350	4.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

cod_familia_indigena_fam
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	2
Missing (%)	< 0.1%
Memory size	36.7 MiB

2	4782826
1	25168

Frequencies
Length

Value	Count	Frequency (%)
2	4782826	99.5%
1	25168	0.5%
(Missing)	2	< 0.1%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

ind_familia_quilombola_fam
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	25170
Missing (%)	0.5%
Memory size	36.7 MiB

2	4753516
1	29310

Frequencies
Length

Value	Count	Frequency (%)
2	4753516	98.9%
1	29310	0.6%
(Missing)	25170	0.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	3
Median length	3
Mean length	3
Min length	3

nom_estab_assist_saude_fam
Categorical

HIGH CARDINALITY
MISSING

Distinct	25584
Distinct (%)	1.1%
Missing	2441370
Missing (%)	50.8%
Memory size	36.7 MiB

CLINICA DA FAMILIA	19037
POSTO DE COLETA DE CODO I	4212
HOSPITAL MUNICIPAL JAMEL CECILIO ANAPOLIS	4014
UNIDADE DE SAUDE FAMILIAR COMUNITARIA	2451
HOSPITAL MUNICIPAL DE IPIRA	2044
Other values (25579)	2334868

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
CLINICA DA FAMILIA	19037	0.4%
POSTO DE COLETA DE CODO I	4212	0.1%
HOSPITAL MUNICIPAL JAMEL CECILIO ANAPOLIS	4014	0.1%
UNIDADE DE SAUDE FAMILIAR COMUNITARIA	2451	0.1%
HOSPITAL MUNICIPAL DE IPIRA	2044	< 0.1%
UBS DE SANTALUZ	2021	< 0.1%
C S F ARGEU HERBSTER	1783	< 0.1%
UNIDADE MISTA DE AFUA	1775	< 0.1%
SECRETARIA MUNICIPAL DA SAUDE DE IJUI VIGILANCIA EM SAUDE	1773	< 0.1%
CENTRO DE SAUDE SAO FRANCISCO	1753	< 0.1%
Other values (25574)	2325763	48.4%
(Missing)	2441370	50.8%

Frequencies of value counts

Unique

Unique	1795 ?
Unique (%)	0.1%

Histogram of lengths of the category

Length

Max length	60
Median length	3
Mean length	16.06854561
Min length	3

cod_eas_fam
Real number (ℝ_≥0)

MISSING

Distinct	27005
Distinct (%)	1.1%
Missing	2441370
Missing (%)	50.8%
Infinite	0
Infinite (%)	0.0%

Mean	3075005.845
Minimum	19
Maximum	9630546
Zeros	0
Zeros (%)	0.0%
Memory size	36.7 MiB

Quantile statistics

Minimum	19
5-th percentile	24473
Q1	2290278
median	2533979
Q3	3182738
95-th percentile	6874053
Maximum	9630546
Range	9630527
Interquartile range (IQR)	892460

Descriptive statistics

Standard deviation	1707394.582
Coefficient of variation (CV)	0.5552492151
Kurtosis	1.603776376
Mean	3075005.845
Median Absolute Deviation (MAD)	297072
Skewness	1.245833164
Sum	7.277388783e+12
Variance	2.915196258e+12
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6310354	19031	0.4%
3023435	4212	0.1%
2361744	4014	0.1%
2653966	2451	0.1%
4026640	2044	< 0.1%
2511088	2021	< 0.1%
2482347	1783	< 0.1%
2316048	1775	< 0.1%
6859534	1773	< 0.1%
2482088	1710	< 0.1%
Other values (26995)	2325812	48.4%
(Missing)	2441370	50.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
19	33	< 0.1%
35	10	< 0.1%
43	386	< 0.1%
51	400	< 0.1%
86	18	< 0.1%

Value	Count	Frequency (%)
9630546	3	< 0.1%
9618694	2	< 0.1%
9614990	1	< 0.1%
9614745	1	< 0.1%
9598405	1	< 0.1%

nom_centro_assist_fam
Categorical

HIGH CARDINALITY
MISSING

Distinct	3699
Distinct (%)	0.2%
Missing	3031030
Missing (%)	63.0%
Memory size	36.7 MiB

CRAS CENTRO DE REFERENCIA DE ASSISTENCIA SOCIAL	39099
CRAS CENTRO	34910
CRAS CENTRO DE REFERENCIA DA ASSISTENCIA SOCIAL	26266
CRAS	16197
CENTRO DE REFERENCIA DE ASSISTENCIA SOCIAL	14565
Other values (3694)	1645929

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
CRAS CENTRO DE REFERENCIA DE ASSISTENCIA SOCIAL	39099	0.8%
CRAS CENTRO	34910	0.7%
CRAS CENTRO DE REFERENCIA DA ASSISTENCIA SOCIAL	26266	0.5%
CRAS	16197	0.3%
CENTRO DE REFERENCIA DE ASSISTENCIA SOCIAL	14565	0.3%
CRAS I	14545	0.3%
CRAS CENTRAL	14418	0.3%
CENTRO DE REFERENCIA DA ASSISTENCIA SOCIAL	13481	0.3%
CRAS CASA DA FAMILIA	10952	0.2%
CRAS GRAJAU	10554	0.2%
Other values (3689)	1581979	32.9%
(Missing)	3031030	63.0%

Frequencies of value counts

Unique

Unique	186 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	70
Median length	3
Mean length	10.13874242
Min length	3

cod_centro_assist_fam
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	5639
Distinct (%)	0.3%
Missing	3031030
Missing (%)	63.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.16930602e+10
Minimum	1.10001204e+10
Maximum	5.300109833e+10
Zeros	0
Zeros (%)	0.0%
Memory size	36.7 MiB

Quantile statistics

Minimum	1.10001204e+10
5-th percentile	1.40010365e+10
Q1	2.510800679e+10
median	3.304550065e+10
Q3	3.550303288e+10
95-th percentile	5.006600139e+10
Maximum	5.300109833e+10
Range	4.200097794e+10
Interquartile range (IQR)	1.039502609e+10

Descriptive statistics

Standard deviation	9529194109
Coefficient of variation (CV)	0.3006713158
Kurtosis	-0.155210341
Mean	3.16930602e+10
Median Absolute Deviation (MAD)	5981499146
Skewness	-0.04535792694
Sum	5.63174904e+16
Variance	9.080554037e+19
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.550303288e+10	10554	0.2%
3.550300162e+10	10447	0.2%
3.550300165e+10	8915	0.2%
3.550303289e+10	7656	0.2%
2.30370012e+10	7220	0.2%
3.550300177e+10	6999	0.1%
3.550300167e+10	6998	0.1%
3.55030018e+10	6291	0.1%
3.550300168e+10	6144	0.1%
3.550300163e+10	6000	0.1%
Other values (5629)	1699742	35.4%
(Missing)	3031030	63.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.10001204e+10	357	< 0.1%
1.100020668e+10	350	< 0.1%
1.100051504e+10	56	< 0.1%
1.100061099e+10	26	< 0.1%
1.100070427e+10	98	< 0.1%

Value	Count	Frequency (%)
5.300109833e+10	27	< 0.1%
5.300109755e+10	14	< 0.1%
5.300109754e+10	4	< 0.1%
5.30010967e+10	2	< 0.1%
5.30010373e+10	406	< 0.1%

ind_parc_mds_fam
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	13
Distinct (%)	< 0.1%
Missing	155334
Missing (%)	3.2%
Infinite	0
Infinite (%)	0.0%

Mean	19.30041168
Minimum	0
Maximum	306
Zeros	4244511
Zeros (%)	88.3%
Memory size	36.7 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	205
Maximum	306
Range	306
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	63.21474913
Coefficient of variation (CV)	3.275305739
Kurtosis	8.191045388
Mean	19.30041168
Median Absolute Deviation (MAD)	0
Skewness	3.102432982
Sum	89798292
Variance	3996.104508
Monotocity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	4244511	88.3%
205	263094	5.5%
202	43216	0.9%
301	25218	0.5%
204	24160	0.5%
306	22809	0.5%
303	10342	0.2%
201	8732	0.2%
305	4535	0.1%
304	2462	0.1%
Other values (3)	3583	0.1%
(Missing)	155334	3.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4244511	88.3%
101	1810	< 0.1%
201	8732	0.2%
202	43216	0.9%
203	1041	< 0.1%

Value	Count	Frequency (%)
306	22809	0.5%
305	4535	0.1%
304	2462	0.1%
303	10342	0.2%
302	732	< 0.1%

marc_pbf
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	36.7 MiB

1	2424434
0	2383562

Common Values
Chart

Value	Count	Frequency (%)
1	2424434	50.4%
0	2383562	49.6%

qtde_pessoas
Real number (ℝ_≥0)

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.687830855
Minimum	1
Maximum	31
Zeros	0
Zeros (%)	0.0%
Memory size	36.7 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	2
Q3	4
95-th percentile	5
Maximum	31
Range	30
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.442161182
Coefficient of variation (CV)	0.53655206
Kurtosis	1.471999579
Mean	2.687830855
Median Absolute Deviation (MAD)	1
Skewness	0.9751546479
Sum	12923080
Variance	2.079828875
Monotocity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
2	1300664	27.1%
3	1155777	24.0%
1	1122134	23.3%
4	726300	15.1%
5	309943	6.4%
6	120289	2.5%
7	44831	0.9%
8	17188	0.4%
9	6752	0.1%
10	2600	0.1%
Other values (9)	1518	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1122134	23.3%
2	1300664	27.1%
3	1155777	24.0%
4	726300	15.1%
5	309943	6.4%

Value	Count	Frequency (%)
31	1	< 0.1%
18	3	< 0.1%
17	3	< 0.1%
16	5	< 0.1%
15	18	< 0.1%

peso.fam
Real number (ℝ_≥0)

Distinct	886
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.21170859e+14
Minimum	5.501656235e+12
Maximum	5.504777045e+14
Zeros	0
Zeros (%)	0.0%
Memory size	36.7 MiB

Quantile statistics

Minimum	5.501656235e+12
5-th percentile	5.502917229e+13
Q1	5.502215892e+14
median	5.502451463e+14
Q3	5.502540234e+14
95-th percentile	5.503448472e+14
Maximum	5.504777045e+14
Range	5.449760482e+14
Interquartile range (IQR)	3.243417885e+10

Descriptive statistics

Standard deviation	1.170883957e+14
Coefficient of variation (CV)	0.2246641263
Kurtosis	12.33229392
Mean	5.21170859e+14
Median Absolute Deviation (MAD)	1.243471773e+10
Skewness	-3.783180996
Sum	-2.969788772e+18
Variance	1.370969241e+28
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5.502451463e+14	839807	17.5%
5.502443092e+14	233230	4.9%
5.50245607e+14	121686	2.5%
5.50243164e+14	98360	2.0%
5.502477921e+14	73396	1.5%
5.502458232e+14	66634	1.4%
5.502484072e+13	60027	1.2%
5.502427962e+14	50397	1.0%
5.502457847e+14	49254	1.0%
5.502430102e+14	45467	0.9%
Other values (876)	3169738	65.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.501656235e+12	2427	0.1%
5.501682233e+12	1464	< 0.1%
5.5018315e+12	1769	< 0.1%
5.502526708e+12	15369	0.3%
5.50304564e+12	508	< 0.1%

Value	Count	Frequency (%)
5.504777045e+14	6	< 0.1%
5.504449465e+14	1337	< 0.1%
5.504443495e+14	1082	< 0.1%
5.504410327e+14	983	< 0.1%
5.504395098e+14	1186	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	cd_ibge	estrato	classf	id_familia	dat_cadastramento_fam	dat_alteracao_fam	vlr_renda_media_fam	dat_atualizacao_familia	cod_local_domic_fam	cod_especie_domic_fam	qtd_comodos_domic_fam	qtd_comodos_dormitorio_fam	cod_material_piso_fam	cod_material_domic_fam	cod_agua_canalizada_fam	cod_abaste_agua_domic_fam	cod_banheiro_domic_fam	cod_escoa_sanitario_domic_fam	cod_destino_lixo_domic_fam	cod_iluminacao_domic_fam	cod_calcamento_domic_fam	cod_familia_indigena_fam	ind_familia_quilombola_fam	nom_estab_assist_saude_fam	cod_eas_fam	nom_centro_assist_fam	cod_centro_assist_fam	marc_pbf	qtde_pessoas	peso.fam
0	3205002	2	2	1.0	2018-06-28	2018-10-02	244.0	2018-06-28	1.0	1.0	5.0	2.0	5.0	1.0	1.0	1.0	1.0	1.0	2.0	1.0	1.0	2.0	2.0	NaN	NaN	CRAS DE SERRA SEDE	3.205003e+10	0	5	550256458545518
1	3205101	2	2	3.0	2018-08-27	2018-11-29	60.0	2018-11-29	1.0	1.0	5.0	2.0	5.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	2.0	2.0	NaN	NaN	CRAS VIANA	3.205103e+10	1	5	550355704647837
2	3201308	2	2	4.0	2018-02-23	2018-02-27	937.0	2018-02-23	1.0	1.0	4.0	1.0	2.0	2.0	1.0	1.0	1.0	1.0	1.0	1.0	3.0	2.0	2.0	NaN	NaN	CRAS IV ALTO MUCURI	3.201300e+10	0	1	550259704488172
3	3201308	2	2	6.0	2013-12-27	2018-10-01	44.0	2017-06-22	1.0	1.0	4.0	1.0	2.0	2.0	1.0	1.0	1.0	1.0	1.0	2.0	3.0	2.0	2.0	US CAMPO VERDE	2652994.0	CRAS III CAMPO VERDE	3.201300e+10	1	2	550259704488172
4	3205002	2	2	7.0	2018-03-26	2018-03-28	0.0	2018-03-26	1.0	1.0	4.0	1.0	5.0	1.0	2.0	4.0	1.0	5.0	3.0	1.0	3.0	2.0	2.0	UNIDADE REGIONAL DE SAUDE SERRA	2465795.0	NaN	NaN	1	2	550256458545518
5	3205002	2	2	8.0	2016-10-27	2018-10-01	176.0	2016-10-27	1.0	1.0	6.0	3.0	5.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	2.0	2.0	2.0	UNIDADE BASICA DE SAUDE VILA NOVA DE COLARES	2522845.0	CRAS DE VILA NOVA DE COLARES	3.205000e+10	1	5	550256458545518
6	3205200	2	2	9.0	2015-06-16	2018-10-01	312.0	2018-03-20	1.0	1.0	5.0	2.0	5.0	1.0	1.0	1.0	1.0	3.0	1.0	1.0	3.0	2.0	2.0	UNIDADE DE SAUDE DA FAMILIA DE ULISSES GUIMARAES	3346501.0	CRAS JABAETE	3.205202e+10	0	3	550245146328323
7	3201308	2	2	10.0	2017-04-05	2018-10-01	954.0	2018-07-04	1.0	1.0	1.0	1.0	5.0	1.0	1.0	1.0	1.0	1.0	1.0	2.0	1.0	2.0	2.0	NaN	NaN	CRAS VII SOTELANDIA	3.201304e+10	0	1	550259704488172
8	3205200	2	2	11.0	2018-10-03	2018-10-15	477.0	2018-10-03	1.0	1.0	5.0	2.0	5.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	2.0	2.0	UNIDADE DE SAUDE DA FAMILIA DE TERRA VERMELHA	2403412.0	CRAS MORADA DA BARRA	3.205200e+10	0	2	550245146328323
9	3205002	2	2	12.0	2016-05-11	2016-05-11	4.0	2016-05-11	1.0	1.0	1.0	1.0	5.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	2.0	2.0	NaN	NaN	NaN	NaN	1	3	550256458545518

Last rows

	cd_ibge	estrato	classf	id_familia	dat_cadastramento_fam	dat_alteracao_fam	vlr_renda_media_fam	dat_atualizacao_familia	cod_local_domic_fam	cod_especie_domic_fam	qtd_comodos_domic_fam	qtd_comodos_dormitorio_fam	cod_material_piso_fam	cod_material_domic_fam	cod_agua_canalizada_fam	cod_abaste_agua_domic_fam	cod_banheiro_domic_fam	cod_escoa_sanitario_domic_fam	cod_destino_lixo_domic_fam	cod_iluminacao_domic_fam	cod_calcamento_domic_fam	cod_familia_indigena_fam	ind_familia_quilombola_fam	nom_estab_assist_saude_fam	cod_eas_fam	nom_centro_assist_fam	cod_centro_assist_fam	marc_pbf	qtde_pessoas	peso.fam
4807986	3550308	2	1	5290692.0	2018-11-22	2018-11-22	1400.0	2018-11-22	1.0	1.0	2.0	1.0	5.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	2.0	2.0	NaN	NaN	CRAS JACANA	3.550300e+10	0	1	550244309203512
4807987	3550308	2	1	5290693.0	2018-01-10	2018-10-01	468.0	2018-01-10	1.0	1.0	4.0	1.0	5.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	2.0	2.0	UBS J VISTA ALEGRE	2787946.0	CRAS BRASILANDIA II	3.550304e+10	0	2	550244309203512
4807988	3550308	2	1	5290694.0	2015-02-12	2018-10-15	30.0	2018-10-15	1.0	1.0	5.0	2.0	5.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	2.0	2.0	NaN	NaN	CRAS ITAIM PAULISTA II	3.550304e+10	1	5	550244309203512
4807989	3550308	2	1	5290695.0	2014-12-03	2018-10-01	436.0	2017-11-21	1.0	1.0	3.0	1.0	5.0	1.0	1.0	1.0	1.0	1.0	1.0	2.0	1.0	2.0	2.0	NaN	NaN	CRAS ARTHUR ALVIM	3.550303e+10	0	3	550244309203512
4807990	3550308	2	1	5290696.0	2017-09-13	2018-10-24	217.0	2018-10-24	1.0	1.0	3.0	1.0	5.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	2.0	2.0	AMA UBS INTEGRADA JARDIM HELENA	4049934.0	CRAS SAO MIGUEL	3.550300e+10	0	3	550244309203512
4807991	3550308	2	1	5290697.0	2018-07-30	2018-10-02	1129.0	2018-07-30	1.0	1.0	2.0	1.0	5.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	2.0	2.0	NaN	NaN	CRAS CIDADE LIDER	3.550303e+10	0	1	550244309203512
4807992	3550308	2	1	5290698.0	2018-02-16	2018-10-01	0.0	2018-02-16	1.0	1.0	8.0	5.0	5.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	2.0	2.0	UBS INTEGRAL JARDIM MIRIAM II	7128940.0	CRAS CIDADE ADEMAR II	3.550304e+10	1	1	550244309203512
4807993	3550308	2	1	5290699.0	2014-10-09	2018-10-01	162.0	2017-10-04	1.0	1.0	3.0	1.0	5.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	2.0	2.0	NaN	NaN	CRAS JABAQUARA	3.550300e+10	0	4	550244309203512
4807994	3550308	2	1	5290700.0	2006-05-24	2018-09-30	83.0	2017-08-15	1.0	1.0	3.0	1.0	5.0	1.0	1.0	1.0	1.0	1.0	1.0	3.0	1.0	2.0	2.0	UBS J NAKAMURA	2787644.0	CRAS M BOI MIRIM	3.550300e+10	1	1	550244309203512
4807995	3550308	2	1	5290701.0	2015-05-14	2018-10-01	445.0	2017-08-02	1.0	1.0	4.0	2.0	5.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	1.0	2.0	2.0	UBS VARGINHA	2789299.0	CRAS GRAJAU	3.550303e+10	0	3	550244309203512

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows